Question: Can autodetect meaningful features.
Rough notes
Feature Engineering was an ad-hoc manual process that depended on domain knowledge, intuition, data exploration and creativity. However, this process is dataset-dependent, time-consuming, tedious, subjective, and it is not a scalable solution. Automated Feature Creation automatically generates features using a framework; these features can be filtered using Feature Selection to avoid feature explosion. Below you can find some popular open source libraries for automated feature engineering:
- Pycaret – PyCaret
- Featuretools for advanced usage Home What is Featuretools? — Featuretools 1.1.0 documentation
- Optuna –A hyperparameter optimization framework
- Feature-engine A Python library for Feature Engineering for Machine Learning — 1.1.2
- ExploreKit GitHub – giladkatz/ExploreKit